About ThreadMoat
ThreadMoat is the market intelligence platform for Industrial AI and engineering software, built and maintained by Michael Finocchiaro — an independent analyst with 30+ years at Dassault Systemes, PTC, IBM, and HP, now advising the companies disrupting them.
Every profile is hand-curated — not scraped or AI-hallucinated — and refreshed weekly with funding events, product launches, and competitive scoring. New startup cohorts are added every quarter, so subscribers always hold a current view of who is building what, not a year-old snapshot.
761
Startups Tracked
>$15B
VC Funding Mapped
43
Countries
10
Market Subsegments
Data as of Q1 2026



What Makes This Different
Three structural advantages that no scraper, no LLM, and no general-purpose database can replicate.
Quarterly Cohort Refresh
New startups, exits, and funding events added every quarter. Subscribers always work from the current cohort, not a year-old snapshot. The data compounds in value as the market evolves.
Proprietary 7-Dimension Scoring
Each company rated across Market Opportunity, Team Execution, Funding Efficiency, Growth Metrics, Technical Differentiation, Industry Impact, and Competitive Moat. Rated by a single analyst, consistently, since 2022. That continuity is the signal.
PLM-Native, Not Scraped
Crunchbase has 3M companies. We have 700+ that actually matter in engineering software. Every entry is hand-curated by a domain expert who spent 30 years inside the vendors being disrupted.

Michael Finocchiaro
Industry Analyst · Consultant · Advisor
Paris, France
About Michael Finocchiaro
Michael is an independent senior PLM and manufacturing industry analyst and the host of AI Across the Product Lifecycle and The Future of PLM podcasts, focused on digital thread and industrial AI adoption across engineering and manufacturing.
With 30+ years at Dassault Systemes (Sr. Director, 3DEXPERIENCE), PTC, IBM, and HP, Michael now advises startups and industrial companies on positioning, go-to-market strategy, and enterprise deployment. He is also the author of Kernel Wars — a history of CAD, PLM, and the geometric kernel battles that shaped the industry.
Threaded! Conference Series
Threaded! brings together startups and industry leaders for fast-paced working sessions on how AI is transforming engineering and manufacturing. Presenters must explicitly show how their products connect to the digital thread — what systems they integrate with, what decisions they improve, and what measurable outcomes they enable.
Co-sponsored by Aras Corporation and the AI Across the Product Lifecycle podcast, Threaded! connects next-generation solution providers with enterprise leaders across PLM and the digital thread. Guided solution sharing and structured feedback help founders refine product direction, sharpen ICPs, and build credible proof points that resonate with enterprise buyers.
Threaded! Warwick
at Develop3D Live
Threaded! Miami
at Aras ACE 2026
More dates
Coming soon

Podcasts & Content
AI Across the Product Lifecycle
Candid conversations with founders, CTOs, and enterprise leaders building and deploying AI in engineering and manufacturing. Deep-tech startups, real adoption stories.
The Future of PLM
Video podcast featuring industry thought leaders discussing the evolution of product lifecycle management, digital thread strategy, and market dynamics.
DemystifyingPLM — Blog & Podcast Archive
ThreadMoat's sister site: a decade of essays, podcast episode archives, and deep dives on PLM, the digital thread, and industrial software.
What Counts as a “Startup”?
ThreadMoat uses a strict, consistent definition. Every company in the database is classified against these criteria so aggregates, benchmarks, and filters mean the same thing across every chart.
Core Definition
A startup is an independently operated company founded within the last 10 years that has not gone public, has not been acquired by a larger corporation or private equity firm, and is actively building or scaling a business — typically pre-profitability or not yet cash-flow positive at scale.
Incorporated and building, but no public announcement of funding, product launch, or market entry. Founders are known; the company operates below public radar by choice.
- ✓Founded within the last 10 years
- ✓Independently operated — not a subsidiary or carveout
- ✓No publicly disclosed funding rounds or product ship
- ✓Not acquired, not IPO'd, not PE-backed
Early-stage companies with Pre-Seed through Series A funding, or bootstrapped and independently growing. The defining trait is independent operation and active scaling intent — not whether they have taken VC money.
- ✓Founded within the last 10 years
- ✓Independently operated
- ✓Funding stage: Pre-Seed, Seed, Series A — or bootstrapped ≤10 years
- ✓Not acquired, not IPO'd, not PE-backed rollup
Bootstrapped companies ≤10 years old that are actively growing are included here.
Venture-backed companies at Series B or later in active expansion mode — scaling go-to-market, entering new geographies, or consolidating market share. Still private and pre-IPO.
- ✓Founded within the last 10 years (or restructured as an independent scaleup)
- ✓Independently operated
- ✓Funding stage: Series B, C, D, or later
- ✓Revenue-generating with proven product-market fit
Privately held companies valued at $1 billion or more that remain independent and pre-exit. Included because they are still private, investable, and strategically relevant to the market.
- ✓Privately held — no public listing
- ✓Independently operated (not a subsidiary)
- ✓Investor-assigned valuation of $1B+
- ✓Not acquired, not IPO'd
Statistical outliers with extreme valuations at stealth stage are excluded from aggregate charts with a methodology footnote.
Spun out of a larger corporation and now independently operated with its own cap table and management. Included when the spinout is operationally independent and less than 10 years old as a standalone entity.
- ✓Spun out from corporate parent within the last 10 years
- ✓Independent management with its own cap table
- ✓Has raised external (non-parent) capital or operates with full strategic autonomy
- ✓Not a wholly owned subsidiary — parent revenue/headcount are excluded
Excluded: carveouts where the underlying technology is >10 years old and the parent remains the effective owner (e.g. assets rebranded by a PE rollup).
Privately held companies that have grown to meaningful scale without institutional venture capital — self-funded through revenue, founder capital, or small angel rounds.
- ✓Founded within the last 10 years
- ✓No institutional VC or PE backing
- ✓Independently operated and generating revenue
- ✓Not acquired, not IPO'd
Excluded from Startup Counts
Companies that have been acquired (by a larger corporation or PE firm), gone public via IPO, shut down, or are classified as PE rollups of mature software assets are tracked separately but excluded from all startup aggregates, benchmarks, and count metrics. This prevents distortion of the market picture by companies that are no longer independently competing.
Frequently Asked Questions
What is ThreadMoat?
ThreadMoat is a market intelligence platform providing competitive scoring, funding data, investor networks, and interactive analytics for the industrial AI and engineering software landscape.
Who builds ThreadMoat?
ThreadMoat is built by Michael Finocchiaro, an engineering software and industrial AI expert with 35+ years of experience across PLM, CAD, simulation, and manufacturing software.
What markets does ThreadMoat cover?
ThreadMoat covers 761 startups across PLM, CAD, CAE, simulation, IoT, industrial AI, manufacturing software, and adjacent engineering technology sectors.
How is ThreadMoat different from Crunchbase or PitchBook?
Crunchbase and PitchBook cover millions of companies across every sector. ThreadMoat covers only the engineering software and industrial AI startups that matter, curated by a domain expert who spent 30 years inside the vendors being disrupted. Every entry is hand-scored across 7 dimensions: market opportunity, team execution, funding efficiency, growth metrics, technical differentiation, industry impact, and competitive moat.
How often is the data updated?
ThreadMoat data is updated at least once per week with new startup intelligence — new companies, exits, and funding events — so subscribers always work from the current state of the market, not a stale snapshot.